{"id":"W2981882440","doi":"10.1088/1757-899x/609/4/042057","title":"Performance of surface fluorinated P25-TiO<sub>2</sub> on the photocatalytic degradation of volatile organic compounds in indoor environment","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Photocatalysis; Adsorption; Relative humidity; Photodegradation; Acetaldehyde; Formaldehyde; Chemistry; Water vapor; Hydroxyl radical; Degradation (telecommunications); Chemical engineering; Environmental chemistry; Photochemistry; Materials science; Organic chemistry; Radical; Catalysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005105256,0.0001644623,0.0002832213,0.0001264223,0.00004883487,0.00004070149,0.0003062537,0.00004929954,0.00006698431],"category_scores_gemma":[0.00005470181,0.0001328239,0.00001419127,0.000408454,0.0002408781,0.0005277743,0.0001149877,0.00007805678,0.00001154855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008289354,"about_ca_system_score_gemma":0.00006548598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008853796,"about_ca_topic_score_gemma":0.00001113832,"domain_scores_codex":[0.9988303,0.00001845871,0.0003541942,0.0002551457,0.0003087728,0.0002331261],"domain_scores_gemma":[0.9993343,0.0000543636,0.0001507585,0.0003495255,0.00007743661,0.00003360545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000414714,0.00001600648,0.0003800496,0.0000825388,0.000004198192,2.769103e-7,0.0001906087,0.004899442,0.992808,0.001385496,4.66988e-7,0.0001914349],"study_design_scores_gemma":[0.0001218825,0.0001553989,0.006117302,0.0001357759,0.000004866025,0.000002460392,0.00009901525,0.007198781,0.9859557,0.00005140221,0.00001952362,0.000137907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993045,0.000008266625,0.00004893353,0.00001685725,0.00009022612,0.0003467987,0.000006901717,0.00003748573,0.000140018],"genre_scores_gemma":[0.9995321,0.0001016238,0.0002871308,0.000005487902,0.000005470936,0.0000257445,0.000009424491,0.00001417738,0.00001883189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006852325,"threshold_uncertainty_score":0.5416401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009033939538927274,"score_gpt":0.1929298319312825,"score_spread":0.1838958923923552,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}